Development and external validation of a parsimonious lactate-to-diastolic blood pressure ratio model for 28-day mortality risk stratification in septic shock: a retrospective two-cohort study - Report - MDSpire

Development and external validation of a parsimonious lactate-to-diastolic blood pressure ratio model for 28-day mortality risk stratification in septic shock: a retrospective two-cohort study

  • By

  • Ziang Li

  • Wanglin Zhang

  • Kanlirong Wang

  • Tong Jin

  • Liqun Sun

  • June 15, 2026

  • 0 min

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Clinical Report: Simplified Model for Predicting Mortality in Septic Shock

Overview

This study developed and validated a model using the lactate-to-diastolic blood pressure ratio (LDR) to predict 28-day mortality in septic shock patients. The model demonstrated improved risk stratification, particularly in patients with lactate levels in the gray zone.

Background

Septic shock is associated with high mortality rates and significant hemodynamic variability. Traditional lactate measurements may not accurately reflect risk in all patients, particularly those with modest elevations. A more reliable method for risk stratification is essential for improving patient outcomes in this critical condition.

Data Highlights

Cohort28-Day MortalityAUC
Development29.7%0.726
Validation26.0%0.714

Key Findings

  • The LDR model showed AUCs of 0.726 and 0.714 in development and validation cohorts, respectively.
  • Improvement in AUC with LDR compared to lactate alone was +0.029 in external validation.
  • Patients with lactate <4.0 mmol/L and DBP <50 mmHg had higher mortality than those with DBP =50 mmHg.
  • Calibration drift was observed in external validation, indicating the need for local recalibration of risk estimates.
  • The noninvasive-only subgroup had higher mortality and lower LDR discrimination.

Clinical Implications

The LDR model provides a practical tool for risk stratification in septic shock patients undergoing invasive monitoring. It is particularly useful in the lactate gray zone, where traditional lactate measurements may underestimate risk. However, clinicians should be aware of the need for prospective validation before widespread clinical application.

Conclusion

Reiterate the need for further validation and specify applicable settings for the LDR model.

Related Resources & Content

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  5. Surviving Sepsis Campaign Adult Guidelines | SCCM
  6. Restriction of Intravenous Fluid in ICU Patients with Septic Shock | New England Journal of Medicine
  7. Association of systolic, diastolic, mean, and pulse pressure with morbidity and mortality in septic ICU patients: a nationwide observational study - PMC
  8. Surviving Sepsis Campaign Adult Guidelines | SCCM
  9. Restriction of Intravenous Fluid in ICU Patients with Septic Shock | New England Journal of Medicine
  10. Association of systolic, diastolic, mean, and pulse pressure with morbidity and mortality in septic ICU patients: a nationwide observational study - PMC

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